{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# spiketorch Demo\n",
    "\n",
    "In which we test some basic functionality in the [__spiketorch__](https://github.com/djsaunde/spiketorch) spiking neural networks (SNNs) Python library.\n",
    "\n",
    "__Author__: [Dan Saunders](https://djsaunde.github.io)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Background\n",
    "\n",
    "The __spiketorch__ library allows one to simulate simple SNNs while making use of the powerful and flexible `torch.Tensor` object, and run on compatible GPU hardware (pending some recently introduced backwards-compatibility breaking bugs) for considerable speedups on large networks. It is meant to be used in the development of machine learning algorithms in the [Biologically Inspired Neural and Dynamical Systems lab](http://binds.cs.umass.edu/), supported by [DARPA](https://www.darpa.mil/) grant number DARPA-HR0011-16-l-0006, under the project titled *Superior Artificial Intelligence (AI)*.\n",
    "\n",
    "__spiketorch__ currently supports the simulation of `Network`s of [leaky integrate-and-fire (LIF) neurons](http://icwww.epfl.ch/~gerstner/SPNM/node26.html) in groups of one or more (by objects `LIFGroup` and modification `AdaptiveLIFGroup`). To simulate such simple models, we only need to track neuron membrane potential, or voltage (recorded by vectors $\\mathbf{v}$), and the occurrence and mechanism of [action potential](https://en.wikipedia.org/wiki/Action_potential) generation, or spiking (recorded by vectors $\\mathbf{s}$).\n",
    "\n",
    "__Note__: The `AdaptiveLIFGroup` has another state variable, $\\theta$, which represents an adaptive neuron membrane potential, updated each time the neuron fires, but this modification isn't typical of the LIF neuron model. It was introduced in a [previous paper](https://www.frontiersin.org/articles/10.3389/fncom.2015.00099/full#) as a mechanism of *homeostasis*; that is, ensuring that all neurons have appromixately the same firing rate.\n",
    "\n",
    "Neuron voltage dynamics $\\mathbf{v}$ are defined to exponentially decay towards a value $v_{\\textrm{rest}}$ in the absence of input. The `InputGroup` class of neurons do not have internal dynamics; rather, their input are fixed by the user. \n",
    "\n",
    "We say that a neuron *spikes* or *fires* when its membrane potential $v$ crosses a critical value, $\\mathcal{v}$, the *threshold potential*. We record this as a entry of $1$ in the corresponding entry of spike vector $\\mathbf{s}$ and reset the membrane potential to a *reset potential* $v_{\\textrm{reset}}$, and these spikes may be used in downstream processing, if the neurons that emitted them are connected to other neurons.\n",
    "\n",
    "Connections between neurons are handled via the `Synapse` and `STDPSynapse` objects. In both cases, one must specify the `source` and `target` groups of neurons, and optionally a connection matrix `w`; otherwise, a weight matrix of values with entries sampled from $\\textrm{Uniform(0, 1)}$ is used. In the case of `STDPSynapse`s, other parameters governing pre- and post-synaptic learning rates, maximal weight values, and weight normalization can be specified, and weights are adapted via a simple [online STDP learning rule](http://www.scholarpedia.org/article/Spike-timing_dependent_plasticity).\n",
    "\n",
    "As may be intuited, SNN simulations necessarily take place *in time*. The programmer can specify network initial conditions, parameters, and inputs over a simulation episode, and then call the `Network.run(mode, input, time)` function to simulate the SNN for `time` steps. If `mode='train'`, `STDPSynapse` weights and `AdaptiveLIFGroup` $\\theta$ parameters are adapted at every simulation step; otherwise (`mode='test'`), they are held fixed, possibly loaded from disk at the start of a testing phase. At the end of a `Network.run()` call, a dictionary of spike times per neuron population is returned, useful for visualization or network activity-dependent control in other parts of the program."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports and setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import sys, os\n",
    "import numpy as np\n",
    "import pickle as p\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sys.path.append(os.path.abspath(os.path.join('..', '..', 'spiketorch')))\n",
    "sys.path.append(os.path.abspath(os.path.join('..', '..', 'spiketorch', 'network')))\n",
    "\n",
    "from network import Network\n",
    "from groups import *\n",
    "from synapses import *\n",
    "\n",
    "from scipy.stats import entropy\n",
    "from mpl_toolkits.axes_grid1 import ImageGrid\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building a simple network\n",
    "\n",
    "Let's create a network composed of randomly spiking input neurons connected to a group of otherwise unconnected neurons, and record their spiking activity. Connection weights from input to non-input neurons are samples from the unit Gaussian, $\\mathcal{N}(0, 1)$.\n",
    "\n",
    "We'll run the SNN simulation for 500 timesteps (corresponding to about 1ms), with 100 input and 100 excitatory neurons, respectively. Each input neuron will fire with probability $\\frac{1}{20}$ at each timestep, corresponding to a frequency of $\\approx \\frac{1000\\textrm{ms}}{20} = 50\\textrm{Hz}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "timesteps = 500\n",
    "n_inpt = 100\n",
    "n_excitatory = 100\n",
    "\n",
    "p_fire = 0.05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "network = Network(dt=1)  # timestep of 1ms\n",
    "\n",
    "# Neuron groups.\n",
    "network.add_group(InputGroup(n_inpt), 'input')\n",
    "network.add_group(LIFGroup(n_excitatory), 'population')\n",
    "\n",
    "# Synaptic connections.\n",
    "w = torch.randn(n_inpt, n_excitatory)\n",
    "network.add_synapses(Synapses(network.groups['input'], network.groups['population'],\n",
    "                                                w=w), source='input', target='population')\n",
    "\n",
    "# Create random inputs for `timesteps`.\n",
    "inpt = np.random.binomial(2, p_fire, size=[timesteps, n_inpt])\n",
    "inpt = torch.from_numpy(inpt)\n",
    "inpts = {'input' : inpt}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the input to non-input synaptic strengths, they look Gaussian-distributed as specified, with approximately mean zero and standard deviation 1. Each row represents the connection strengths from one input neurons to all non-input neurons."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5648e82898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "im = ax.matshow(w.numpy(), cmap='hot_r')\n",
    "plt.xticks(()); plt.yticks(())\n",
    "plt.colorbar(im); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f55f251bf60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Run the network for `timesteps`.\n",
    "output = network.run(mode='test', inpts=inpts, time=timesteps)\n",
    "\n",
    "fig, [ax1, ax2] = plt.subplots(2, 1, sharex=True, figsize=(12, 6.5))\n",
    "\n",
    "ax1.matshow(output['input'].numpy().T, cmap='binary')\n",
    "ax2.matshow(output['population'].numpy().T, cmap='binary')\n",
    "\n",
    "ax1.set_xticks(()); ax1.set_yticks(())\n",
    "ax2.set_xticks(()); ax2.set_yticks(())\n",
    "ax1.set_title('Input spikes'); ax2.set_title('Population spikes')\n",
    "ax1.set_ylabel('Neuron index'); ax2.set_ylabel('Neuron index')\n",
    "ax1.set_xlabel('Timestep'); ax2.set_xlabel('Timestep')\n",
    "\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotting the input and non-input spiking activity, we notice that each input neuron indeeds spikes approximately 1 out of every 20 timesteps. This is due to our setting the firing probability `p_fire = 0.05`. Neurons in the non-input population are driven according to the input; however, since the connectivity is random uniform, it is difficult to guess which input neurons are driving which non-input neurons to fire.\n",
    "\n",
    "Given the relative infrequency of spiking of the non-input population to the input population, it's clear that several spikes impinging on a neuron in a short time window are required to generate a spike. [This is an important feature of biological neurons](http://neuronaldynamics.epfl.ch/online/Ch1.S2.html)!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's add some connectivity in the non-input population of neurons. Namely, we'll connect each neuron to all other neurons with a synapse weight sampled from the unit Gaussian, $\\mathcal{N} (0, 1)$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "network = Network(dt=1)  # timestep of 1ms\n",
    "\n",
    "# Neuron groups.\n",
    "network.add_group(InputGroup(n_inpt), 'input')\n",
    "network.add_group(LIFGroup(n_excitatory), 'population')\n",
    "\n",
    "# Synaptic connections.\n",
    "w = torch.randn(n_inpt, n_excitatory)\n",
    "network.add_synapses(Synapses(network.groups['input'], network.groups['population'],\n",
    "                                                w=w), source='input', target='population')\n",
    "\n",
    "w = torch.randn(n_excitatory, n_excitatory)\n",
    "network.add_synapses(Synapses(network.groups['population'], network.groups['population'],\n",
    "                                                w=w), source='population', target='population')\n",
    "\n",
    "# Create random inputs for `timesteps`.\n",
    "inpt = np.random.binomial(2, p_fire, size=[timesteps, n_inpt])\n",
    "inpt = torch.from_numpy(inpt)\n",
    "inpts = {'input' : inpt}\n",
    "\n",
    "# Run the network for `timesteps`.\n",
    "output = network.run(mode='test', inpts=inpts, time=timesteps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Interestingly, adding this recurrent connectivity doesn't appear to qualitatively change the non-input population spiking behavior much."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5648e82d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, [ax1, ax2] = plt.subplots(2, 1, sharex=True, figsize=(12, 6.5))\n",
    "\n",
    "ax1.matshow(output['input'].numpy().T, cmap='binary')\n",
    "ax2.matshow(output['population'].numpy().T, cmap='binary')\n",
    "\n",
    "ax1.set_xticks(()); ax1.set_yticks(())\n",
    "ax2.set_xticks(()); ax2.set_yticks(())\n",
    "ax1.set_title('Input spikes'); ax2.set_title('Population spikes')\n",
    "ax1.set_ylabel('Neuron index'); ax2.set_ylabel('Neuron index')\n",
    "ax1.set_xlabel('Timestep'); ax2.set_xlabel('Timestep')\n",
    "\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try some more interesting structure. Instead of random connectivity in the non-input population, why not have neurons inhibit each other more with increasing inter-neuron distance?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "inhib = 2.5  # Controls strength of inter-neuron inhibition\n",
    "\n",
    "network = Network(dt=1)\n",
    "\n",
    "# Neuron groups.\n",
    "network.add_group(InputGroup(n_inpt), 'input')\n",
    "network.add_group(LIFGroup(n_excitatory), 'population')\n",
    "\n",
    "# Synaptic connections.\n",
    "w = torch.randn(n_inpt, n_excitatory)\n",
    "network.add_synapses(Synapses(network.groups['input'], network.groups['population'],\n",
    "                                                w=w), source='input', target='population')\n",
    "w = -np.array([[inhib * np.sqrt(np.linalg.norm(idx1 - idx2)) for idx2 in \\\n",
    "            range(n_excitatory)] for idx1 in range(n_excitatory)])\n",
    "w = torch.from_numpy(w).float()\n",
    "network.add_synapses(Synapses(network.groups['population'], network.groups['population'],\n",
    "                                                w=w), source='population', target='population')\n",
    "\n",
    "# Create random inputs for `timesteps`.\n",
    "inpt = np.random.binomial(2, p_fire, size=[timesteps, n_inpt])\n",
    "inpt = torch.from_numpy(inpt)\n",
    "inpts = {'input' : inpt}\n",
    "\n",
    "# Run the network for `timesteps`.\n",
    "output = network.run(mode='test', inpts=inpts, time=timesteps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Due to increasing inhibition with inter-neuron distance, after an initial transient, most spiking activity in the non-input population is localized in a small neighborhood of neurons. The constant `inhib` in the above code block controls this effect; try changing it to see what happens.\n",
    "\n",
    "In the limit of `inhib = 0`, we recover the first SNN model from above. As `inhib` increases, eventually we arrive to a point where only one neuron can fire at a time; this neuron has precluded all other neurons from firing by inhibiting it greatly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f55ef0c7da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, [ax1, ax2] = plt.subplots(2, 1, sharex=True, figsize=(12, 6.5))\n",
    "\n",
    "ax1.matshow(output['input'].numpy().T, cmap='binary')\n",
    "ax2.matshow(output['population'].numpy().T, cmap='binary')\n",
    "\n",
    "ax1.set_xticks(()); ax1.set_yticks(())\n",
    "ax2.set_xticks(()); ax2.set_yticks(())\n",
    "ax1.set_title('Input spikes'); ax2.set_title('Population spikes')\n",
    "ax1.set_ylabel('Neuron index'); ax2.set_ylabel('Neuron index')\n",
    "ax1.set_xlabel('Timestep'); ax2.set_xlabel('Timestep')\n",
    "\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take a look at the weights: along the main diagonal, no neuron inhibits itself. On the other hand, distal neurons are inhibited more as inter-neuron distance increases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5648e82978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "im = ax.matshow(w.numpy(), cmap='hot')\n",
    "plt.xticks(()); plt.yticks(())\n",
    "plt.colorbar(im); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can make the firing probability of the input neurons decrease with their index. For example, let's make the first neuron fire with probability $\\sqrt{1}$, the second with probability $\\sqrt{\\frac{1}{2}}$, the third with probability $\\sqrt{\\frac{1}{3}}$, and so on. We'll connect the input to the non-input population in a one-to-one fashion, meaning that the first input neuron will connect only to the first non-input neuron, and so one. This should invoke a _graded firing response_ in the non-input population. Below some threshold of firing probability, neurons will be unable to fire, since they will _never receive enough consistent input to exceed their threshold_. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "timesteps = 500; n_inpt = 100; n_excitatory = 100; p_fire = 0.05\n",
    "\n",
    "network = Network(dt=1)  # timestep of 1ms\n",
    "\n",
    "# Neuron groups.\n",
    "network.add_group(InputGroup(n_inpt), 'input')\n",
    "network.add_group(LIFGroup(n_excitatory), 'population')\n",
    "\n",
    "# Synaptic connections.\n",
    "w = torch.ones(n_inpt).diag()\n",
    "network.add_synapses(Synapses(network.groups['input'], network.groups['population'],\n",
    "                                                w=w), source='input', target='population')\n",
    "\n",
    "# Create random inputs for `timesteps`.\n",
    "inpt = np.zeros([timesteps, n_inpt])\n",
    "for idx in range(n_inpt):\n",
    "    inpt[:, idx] = np.random.binomial(1, 1 / np.sqrt(idx + 1), size=[timesteps])\n",
    "\n",
    "inpt = torch.from_numpy(inpt)\n",
    "inpts = {'input' : inpt}\n",
    "\n",
    "# Run the network for `timesteps`.\n",
    "output = network.run(mode='test', inpts=inpts, time=timesteps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f55eef0ac88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, [ax1, ax2] = plt.subplots(2, 1, sharex=True, figsize=(12, 6.5))\n",
    "\n",
    "ax1.matshow(output['input'].numpy().T, cmap='binary')\n",
    "ax2.matshow(output['population'].numpy().T, cmap='binary')\n",
    "\n",
    "ax1.set_xticks(()); ax1.set_yticks(())\n",
    "ax2.set_xticks(()); ax2.set_yticks(())\n",
    "ax1.set_title('Input spikes'); ax2.set_title('Population spikes')\n",
    "ax1.set_ylabel('Neuron index'); ax2.set_ylabel('Neuron index')\n",
    "ax1.set_xlabel('Timestep'); ax2.set_xlabel('Timestep')\n",
    "\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try something a little more complex. Suppose we want a simple network to learn a __representation__ of some data. For example, say we are interested in a small subset of the [MNIST handwritten digit dataset](http://yann.lecun.com/exdb/mnist/), in which there is only a single class of digits.\n",
    "\n",
    "We can use the `STDPSynapses` class and the `train` mode of the network simulation to learn such a representation. In particular, we want to store a kind of _filter_ on the weights from input to non-input population which are fitted to the data of interest. In a network with many non-input neurons, having filters corresponding to different data classes should allow us to distinguish the input data simple by recording and observing network spiking activity.\n",
    "\n",
    "In the setup below, we will use `n_images` from the digit class `label` to train a filter for a single non-input neuron."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UbsWKFTWfPWnSpFTuPe95T81nZy1btiyVO/TQQ1O5F198MT27b9++qdwvfvGLVK53797p2cD622mnnWq+5sKFC1O5arWaynXo0CE9+4Mf/GAqN3fu3FRujz32SOVOO+20VC4ion379uksG86VRQAAAArKIgAAAAVlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUFAWAQAAKCiLAAAAFJRFAAAACsoiAAAAhUq1Wm3JeS06jLy//vWvqdyQIUNSuXvvvTc9+93vfncq96tf/SqVe/bZZ9OzH3vssVTuM5/5TCqXfR7XRZ8+fVK5Qw45JJX75je/mZ7duXPndLYNqKxx/y15Fv3pT39K5fbaa69UbsGCBenZW221VSr36U9/OpUbPXp0Kvfqq6+mchERhx12WCp3//33p3LZsy0i4p577knlOnbsmF6TVustfxZtTG699dZUbujQoek1V6xYkcplX8NXKpU3D/3/suf/lClTUrnevXunZ9PiUt8YriwCAABQUBYBAAAoKIsAAAAUlEUAAAAKyiIAAAAFZREAAICCsggAAEBBWQQAAKCgLAIAAFCoVKvVlpzXosOovWXLlqVye+21V3rNRx55JJV75zvfmco9++yz6dnPP/98KlepVFK57t27p3KjR49O5SIijjvuuFSua9eu6TXfotb8h+gsegPnnntuKnfyySen12xqalrf7axVhw4dUrlOnTql1/zLX/6Sym233Xap3L333pue3bNnz3SWNs9ZtBF59NFHU7lvfetb6TWnTJmyvttZqy5duqSzTzzxRCrXrVu39d0OrUfqxa0riwAAABSURQAAAArKIgAAAAVlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUFAWAQAAKCiLAAAAFCrVarUl57XoMGpv4sSJqdz48ePTay5evHg9d7Phttlmm1TukksuSeX22WefVK5z586pHDVVWeO+s6gGHnvssXR27ty5qdz06dNTuZtuuimVW7FiRSrXHAYOHJjOfuYzn0nlRo8encp16NAhPZsW5yxqAy688MJUbuzYsanciy++mJ6dPTsaGxtTufvuuy89e9ttt03lfvvb36ZyPXv2TM+mxVXePOLKIgAAAGuhLAIAAFBQFgEAACgoiwAAABSURQAAAArKIgAAAAVlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUKhUq9WWnNeiwzZWt912Wzr7/e9/P5WbPn36+m6nTTvzzDNTuZNOOqmZd0ILqKxx31nUSr3wwgup3Pbbb5/KLVu2LD27Z8+eqdy+++6byv3kJz9Jz165cmUqt+OOO6ZyZ5xxRir3yU9+MpWLiKhUKm8eIsNZVEcTJ05M5b761a+mci+++GIq9/73vz+Vi4j43//931Rus802S+UGDx6cnp19PEcffXQq973vfS89mxaXOtRdWQQAAKCgLAIAAFBQFgEAACgoiwAAABSURQAAAArKIgAAAAVlEQAAgIKyCAAAQEFZBAAAoFCpVqstOa9FhzWnRYsWpbOXXnppKjdp0qRUbvHixenZlUolnc3Yb7/9UrmPfOQj6TUHDRqUyh1zzDGp3COPPJKe3djYmMo988wzqdxWW22Vnk2LW/OHYaM5izY2l19+eSr3+c9/vuazv//976dyRx55ZM1n/+EPf0jl9t1331Que2adcsopqVxExNixY1O59u3bp9d8i3IWJa1cuTKVO+6449JrXnbZZancpptumspNmDAhlfvyl7+cykVEdOjQIZ3NuOWWW9LZAw88MJVraGhI5e6+++5Ubvfdd0/lqKlUSXBlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUFAWAQAAKCiLAAAAFJRFAAAACsoiAAAABWURAACAQkO9N9DajBw5MpW744470mv++c9/Xt/trFX79u3T2UMOOSSV+8pXvpLK7bDDDqlcY2NjKhcRMX369FTuiSeeSK+ZtXLlyprO3mqrrTZkO/CWt+2229Z0vZ49e6azI0aMqOnsdbHTTjulck899VQql30sZ5xxRioXEXHQQQelcoMGDUqvCW/kySefTOUmTpxY89mnnnpqKpd9/VRPu+22W83XXLVqVU1ztF6uLAIAAFBQFgEAACgoiwAAABSURQAAAArKIgAAAAVlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUGio9wZam3e84x2p3NSpU5t5J//eTjvtlM7ut99+qdyPf/zjVO6pp55K5ebOnZvKRUTcf//96Wyt9e7dO5X7z//8z2beCRAR8eyzz9Z0vcWLF6ezTU1NNZ3dHDbZJPc73pEjR6Zy119/fXr20Ucfncr9+te/Tq8Jb+Rzn/tcKletVtNrZl9DjR49Or1ma7cu52D2udx8881Tuc6dO6dn0zq5sggAAEBBWQQAAKCgLAIAAFBQFgEAACgoiwAAABSURQAAAArKIgAAAAVlEQAAgIKyCAAAQEFZBAAAoNBQ7w20NuPHj0/lmpqa0mtedNFFqdwLL7yQyj300EPp2Z/97GfT2Y1F796909m77rorldtiiy3WdzvAOujSpUu9t7BR+N3vflfzNQ866KCar8lb089//vNUbvbs2alcpVJJz7744otTuXr+e3/FihWp3FVXXZXKjRs3Lj07+1yOGTMmlRswYEB6Nq2TK4sAAAAUlEUAAAAKyiIAAAAFZREAAICCsggAAEBBWQQAAKCgLAIAAFBQFgEAACgoiwAAABQa6r2BtmrChAnp7Je//OVUburUqancokWL0rPvuOOOdLa1GzZsWCp3zDHHpNfcYost1nc7QDP42Mc+lsr169cvlfv973+fnn333Xencp/4xCfSa9ZatVpN5WbPnp3KdejQIT178ODB6Sy8kZdeeimVW7VqVc1n/+1vf0vlnnvuuVRu1qxZqdwPf/jDVC4i4rHHHkvl7r///lSuUqmkZw8fPjyV+9rXvpZek7bNlUUAAAAKyiIAAAAFZREAAICCsggAAEBBWQQAAKCgLAIAAFBQFgEAACgoiwAAABSURQAAAAqVarXakvNadBjAGipr3HcWtXF33nlnKvehD30oveZ2222Xyt17772pXM+ePdOzX3vttVTujDPOSOXGjRuXyg0ZMiSVi4iYMWNGOssbesufRY8//ngql/35/dOf/pSenX3d26VLl1Tu+eefT8+utb322iuVGzZsWHrNL37xi6lcY2Njek1arcqbR1xZBAAAYC2URQAAAArKIgAAAAVlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUFAWAQAAKCiLAAAAFJRFAAAACpVqtdqS81p0GMAaKmvcdxa9RVx33XXp7Je+9KVUrkuXLjVdLyLinnvuSeVmzJiRyu20006p3C9+8YtULiKid+/e6SxvyFmU9OCDD6ZyH/3oR9NrLl68OJWrVCpvHoqI7bbbLpUbM2ZMKhcRMWDAgFRuzz33TK8Ja5H6JndlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUFAWAQAAKCiLAAAAFJRFAAAACsoiAAAABWURAACAQqVarbbkvBYdBrCGyhr3nUUUnnvuuVTupJNOSuUeeeSRDdnOWv3P//xPKjdkyJBUrlevXhuyHdaPswhoDSpvHnFlEQAAgLVQFgEAACgoiwAAABSURQAAAArKIgAAAAVlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUKhUq9WWnNeiwwDWUFnjvrMIqBdnEdAaVN484soiAAAAa6EsAgAAUFAWAQAAKCiLAAAAFJRFAAAACsoiAAAABWURAACAgrIIAABAQVkEAACgoCwCAABQUBYBAAAoKIsAAAAUlEUAAAAKyiIAAAAFZREAAICCsggAAEBBWQQAAKCgLAIAAFBQFgEAACgoiwAAABSURQAAAArKIgAAAAVlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUFAWAQAAKCiLAAAAFJRFAAAACsoiAAAAhUq1Wm3pmS0+sIVV6r0BIMVZBLQGziKg1WoVVxavuOKKGD58eBx66KExcuTIePjhh5t13qhRo2LevHnp/CWXXLJ6b1/+8pfjL3/5SzPuDqiX1n4W/dPVV18du+22WyxfvrwZdgXUW2s/iyZOnBgHHHBAjBw5MkaOHBn33HNPM+4OqKeGem9g7ty5MWvWrLjmmmuisbExli9fHq+88kq9t/U6n/3sZ+Ooo46KiIipU6fGpEmT4uSTT67zroBaagtnUUTEkiVL4je/+U307Nmz3lsBmkFbOYtGjhwZn/nMZ+q9DaCZ1b0sLl26NLp06RKNjY0REdGlS5fVn5s0aVLMmjUrVqxYEQMHDoyTTz45KpVKjBo1Kvr16xePPvpoLFu2LE477bS48sor4/HHH4/99tsvRo8eHYsWLYpjjjkm+vfvH/Pnz48+ffrEaaedFu3bt3/d/HvvvTcuu+yyaGpqim233TbGjRsXHTt2fF1m8803X33/73//e1Qq3lEBG5u2cBZFRJx77rlx7LHHxoknnti8TwhQF23lLALeGlr6bajF+/IHDx4cS5YsiYMPPjjOPPPMmDNnzurPjRgxIn7wgx/EtGnTYuXKlTFr1qzVn2toaIhJkybFsGHD4oQTToiTTjoprrvuupg5c2Y8//zzERGxcOHCOPjgg2Pq1KnRqVOnmD59+utmL1++PC6//PK4+OKLY8qUKbHzzjvHlClT1rrxiy++OA488MC4+eab40tf+tKbPUY3N7fWd1vTv37cJs6iu+66K7beeut4xzveUXxuLer9fLu5ua39tqZ//bhNnEUREdOmTYtDDz00TjvttHjhhRfWmlnjMbq5ubW+W0rd/2axY8eOcc0118TYsWOja9euMWbMmJgxY0ZERMyePTsOP/zwGDFiRNx3332xYMGC1V+39957R0RE3759Y8cdd4zu3btHY2Nj9O7dO5YsWRIRET169IiBAwdGRMQBBxwQDzzwwOtmP/TQQ7FgwYI48sgjY+TIkTFz5sx49tln17rP0aNHx09/+tM44IADYtq0aTV/HoD6au1n0YoVK+Lyyy9/s19WAW1caz+LIiI+9alPxY033hjXXnttdO/ePc4///xmeS6A+qv721AjIjbZZJMYNGhQDBo0KPr27RszZ86M/fffP84888y4+uqro0ePHjFx4sRoampa/TWbbrrp6q/951s1IiIqlUqsWrVq9f01/evH1Wo19thjj5gwYUJ6rx/96EfjuOOOiy9+8Yvr/DiB1q01n0V//OMfY9GiRfHpT386Iv7xt4v//d//HT/4wQ9iyy233LAHDrQqrfksiojo1q3b6vsHHXRQHH/88ev3QIFWr+5XFhcuXBhPP/306o/nz58fvXr1ipUrV0bEP96r//LLL8fPfvazdV578eLFMXfu3IiIuPXWW+Pd73736z4/YMCAePDBB+OZZ56JiH/85n7NvfzTmv/bXXfdFdtvv/067wVo3Vr7WdS3b9+4/fbbY8aMGTFjxozo0aNHTJkyRVGEjUxrP4si/vF3lf905513Rt++fdd5L0DbUPcriy+//HKcffbZ8eKLL0a7du3i7W9/e4wdOzY6d+4cBx10UIwYMSK22Wab2GWXXdZ57R122CFmzpwZEyZMiD59+sSnPvWp132+a9euMX78+Bg7duzq386NHj06+vTp87rchRdeGE899VRssskm0atXr/j617++/g8YaJXawlkEbPzawln0ve99L+bPnx+VSiW22WYb/4V42IhVqtX03zfWQosNW7RoURx//PH+vhD4pzXfb+UsAurFWQS0Bqn/e4e6vw0VAACA1mejvbII8C/q8tt8gH/hLAJaA1cWAQAAWD/KIgAAAAVlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUFAWAQAAKCiLAAAAFJRFAAAACsoiAAAABWURAACAgrIIAABAQVkEAACgoCwCAABQUBYBAAAoKIsAAAAUlEUAAAAKyiIAAAAFZREAAICCsggAAEBBWQQAAKCgLAIAAFBQFgEAACgoiwAAABSURQAAAArKIgAAAAVlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUFAWAQAAKCiLAAAAFJRFAAAACsoiAAAABWURAACAgrIIAABAQVkEAACgoCwCAABQUBYBAAAoKIsAAAAUlEUAAAAKyiIAAACFhnpvAACfeC0hAAAgAElEQVQ2Rg888EA6+61vfSuVu/7669d3OxvsIx/5SCr3ox/9KJXbfPPNN2Q7sNF6+umnU7mLLroolbvxxhvTs+fPn5/KdejQIZW7++67U7ldd901laPlubIIAABAQVkEAACgoCwCAABQUBYBAAAoKIsAAAAUlEUAAAAKyiIAAAAFZREAAICCsggAAEBBWQQAAKDQUO8N0LwWLVqUyl111VXNvJN/7/bbb0/lfvGLX6RylUplQ7bT6my99dap3M9+9rNUrn///huyHWhWzz77bCr32GOPpXLdunVLzx4wYEAqd9ZZZ6Vy48ePT89+7bXXUrl99tknvWbG73//+3T2tttuS+VuuummVO7Tn/50eja0VqtWrUrlbrnllvSaY8aMSeXmzZuXXjMr+xpqxYoVqdzjjz+eyu26666pHC3PlUUAAAAKyiIAAAAFZREAAICCsggAAEBBWQQAAKCgLAIAAFBQFgEAACgoiwAAABSURQAAAAoN9d4A/88pp5ySyl144YXpNV977bVU7m9/+1t6zXqpVCo1zbUVf/nLX1K5+++/P5Xr37//hmwH1st1112Xyn3pS19K5ZYvX57KtW/fPpWLiNhyyy1TuRdeeCGVGzduXHr24Ycfnsr16tUrvWbGjBkz0tlPfOITqdzjjz++vtuBVmP+/Pmp3LBhw1K5efPmbch2Wky7du1SuVdffTWVmzt3bio3fPjwVC4i4vnnn0/lTj311FTuxz/+cXr273//+1Rus802S6/Z2rmyCAAAQEFZBAAAoKAsAgAAUFAWAQAAKCiLAAAAFJRFAAAACsoiAAAABWURAACAgrIIAABAoaHeG3grmD59eip3zjnnpHKvvPLKhmynzTr88MNTuUqlkl7ziSeeSOXuvvvu9Jq1ttNOO6Vyw4YNa+adwPr77ne/m8otX768pnNXrFiRzv7pT39K5d7//vencmPGjEnPrpcHH3yw5mv279+/5mtCrSxatCiV23fffWu63rrYYostUrmhQ4emcoMHD07P3nnnnVO5SZMmpXLvete7Url1eZ11zDHHpHLNcb5NnTo1lcu+Zm0LXFkEAACgoCwCAABQUBYBAAAoKIsAAAAUlEUAAAAKyiIAAAAFZREAAICCsggAAEBBWQQAAKCgLAIAAFBoqPcG3gq22mqrVK59+/ap3CuvvLIh21mrj3/846ncWWedVfPZWe985ztrvubzzz+fyl199dWp3HHHHbch21mrHXfcMZVbunRpKtenT58N2Q6sl+wZ89vf/ramc7PnakTEhz/84VSuOX7Oa+3hhx9O5U4//fT0mo2Njance97znvSaUAuvvfZaOnvKKaekcosWLUrlGhpyL6WzZ2BExFFHHZXKZc+s5rD77runcpMnT07lxo0bl549f/78dDZjXZ7Hww47rKaz2wJXFgEAACgoiwAAABSURQAAAArKIgAAAAVlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUFAWAQAAKDTUewNvBfvss08qt80226Ry8+fP34DdrN1f//rXVO5tb3tbKterV68N2U6Lueqqq1K5iy++uKZzP/nJT6azF110USq36aabru92oNl97WtfS+Xmzp2byk2fPj2V69SpUyoXETF+/PhUbtCgQek1a23evHmp3Ic//OFUrqmpKT37tttuS+W233779JpQC0cddVQ6O3ny5FSuoSH3Evn73/9+KvfZz342lau3VatWpXLf+c53UrkJEyakcitWrEjlIiK6du2ayp166qmp3Be/+MX07Hbt2qWzGwtXFgEAACgoiwAAABSURQAAAArKIgAAAAVlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUFAWAQAAKFSq1WpLzmvRYW3Nvffem8p97nOfS685f/789d3OWr3vfe9L5S644IL0moMGDUrlFi1alMqNGjUqPfuOO+5I5VauXJnKve1tb0vlbr/99lQuImK33XZLZ3lDlTXuO4taqQULFqRye++9dyr3xz/+MT27e/fuqdxhhx2Wyp133nnp2Q8//HAqt99++6VyixcvTuU+/vGPp3IREdOnT0/lNttss/Sab1HOohrbYYcd0tmFCxemckOHDk3lbrjhhvTsesmeqxH515h33XXX+m5nrbbccst09tZbb03ldt111/XdzltF5c0jriwCAACwFsoiAAAABWURAACAgrIIAABAQVkEAACgoCwCAABQUBYBAAAoKIsAAAAUlEUAAAAKDfXeAP/P4MGDU7mjjjoqvebxxx+/vttZq1//+tep3Pvf//70mgceeGAq94c//CGVmzdvXnp21tve9rZU7rLLLkvldttttw3ZDmy0dtxxx1TuW9/6Vip3xBFHpGcvXbo0lVuwYEEqd+utt6ZnZ/f55z//OZX7whe+kMpddNFFqVxExKabbprOQls3bNiwem/hTT388MOp3BlnnJFe86677lrf7azVnnvumcqdffbZ6TV33XXX9d0O68GVRQAAAArKIgAAAAVlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUFAWAQAAKCiLAAAAFJRFAAAACsoiAAAAhUq1Wm3JeS06bGP17LPPprOHHHJIKvfrX/96fbfTYrLfq5VKJb3m5ptvnsp9+tOfTuUuu+yy9Gxa3JrfGM6it4hzzjknnf3qV7+ayjU0NKzvdv6tVatWpXKf+MQnUrkbb7xxQ7ZD83IW1dgOO+yQzi5cuDCVGz58eCp35ZVXpnIdOnRI5SIimpqaUrlhw4alcj/5yU/Ss7Pat2+fyk2ZMiWVGzp06IZsh/WTesHsyiIAAAAFZREAAICCsggAAEBBWQQAAKCgLAIAAFBQFgEAACgoiwAAABSURQAAAArKIgAAAIVKtVptyXktOoyIJUuWpHKXXnppKnfmmWemck1NTancush+r1YqlfSaI0eOTOUmT56cyrVr1y49mxa35jeGs+gt4sEHH0xn99hjj1Ru5cqV67udf2ufffZJ5X7605+mch06dNiA3dDMnEU19r73vS+d/c1vflPT2QMHDkzlsq+zIiLOO++8VG7atGnpNbO6d++eyt18882p3KBBgzZkOzSv1AtmVxYBAAAoKIsAAAAUlEUAAAAKyiIAAAAFZREAAICCsggAAEBBWQQAAKCgLAIAAFBQFgEAAChUqtVqS85r0WHU3rXXXpvKfeYzn6n57Oz3aqVSqfns8847L5U79thjaz6bmlnzG8NZ1MbNnj07lRs+fHh6zSeffHJ9t7PBPvShD6Vyd9xxRzPvhBbgLKqxZ555Jp3dbrvtmnEnrdOwYcPS2bPOOiuV23HHHdd3O7QeqRfMriwCAABQUBYBAAAoKIsAAAAUlEUAAAAKyiIAAAAFZREAAICCsggAAEBBWQQAAKCgLAIAAFBQFgEAACg01HsDtA5Lly5N5c4999xUrlqtbsh2WmzNrDvvvDOVO/bYY5t3I7CRmz17diq3//77p3IvvfRSenZ2zb/+9a+pXPaxREQ8+OCD6Szwettuu206e8MNN6RyZ5xxRio3d+7cVO7VV19N5ZrDRz7ykXR2xx13bMad0Ba5sggAAEBBWQQAAKCgLAIAAFBQFgEAACgoiwAAABSURQAAAArKIgAAAAVlEQAAgIKyCAAAQKGh3hugdZgxY0Yq98ADD6RylUolPXvPPfdM5d7znvekcpMmTUrPbmpqSuWefPLJVG7JkiWpXI8ePVI52FjMmTMnlTvggANSueXLl6dyU6dOTeUiIg455JBU7rbbbkvl9t9///Tsl156KZWbPXt2KrfbbrulZ0Nbty6vOYYOHZrK9e7dO5XbZ599UrlXX301lWsOF1xwQTq71157pXLvfOc713c7tDGuLAIAAFBQFgEAACgoiwAAABSURQAAAArKIgAAAAVlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUGio9wZoXvfff38qd8wxx9R0bufOndPZm2++OZXr1KlTKvehD30oPfvwww9P5ebOnZvK3XjjjancqFGjUjnYWEyZMiWVW7p0aSp3wgknpHKHHHJIKrcuevXqVfM1m5qaUrmbbropldttt902ZDvwlvfHP/4xlVuxYkUq98EPfjA9u127dqncnXfemcrNmzcvPXvPPfdM5Z566qlUbl1eD9I6ubIIAABAQVkEAACgoCwCAABQUBYBAAAoKIsAAAAUlEUAAAAKyiIAAAAFZREAAICCsggAAEChUq1WW3Jeiw4jYuTIkancddddV9O548aNS2e/+c1v1nT2uujTp08q96c//SmV23zzzVO52267LZWLiBg8eHA6yxuqrHHfWVQDTzzxRDr7jne8I5XbdNNNU7n58+enctttt10qty6ee+65VG7gwIHpNf/4xz+mcv369UvlHn300fRsWpyzqI4WL16cyn3wgx+s6XrLli1L5dbFEUcckcpde+21NZ89c+bMVO7AAw+s+WxqpvLmEVcWAQAAWAtlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUFAWAQAAKCiLAAAAFJRFAAAACsoiAAAABWURAACAQkO9N8C6u++++9LZm2++uRl38u917969LnPX1Ze+9KVU7hvf+EYq97e//S2Ve/nll1M5aM1uuOGGdPa1115L5XbfffdUbrvttkvPrrVu3bqlckceeWR6zVNPPTWVW7BgQXpNoLR06dJU7oknnkjlNt9881SuoaH2L7mvuOKKVO5d73pXes0xY8akcuPGjUvldtttt1Ru6623TuVoea4sAgAAUFAWAQAAKCiLAAAAFJRFAAAACsoiAAAABWURAACAgrIIAABAQVkEAACgoCwCAABQaKj3BqCett1223pvAdqs/fbbL5096aSTUrlevXqt73ZanaampnpvAfgX3bp1S+V69+6dyi1dujSV+/3vf5/KRUT069cvlWtsbEzlttxyy/TsrKeeeiqV22yzzWo+m5blyiIAAAAFZREAAICCsggAAEBBWQQAAKCgLAIAAFBQFgEAACgoiwAAABSURQAAAArKIgAAAIWGem+Adffe97635tmf//zn67udtfrLX/5S0/XWxfz589PZyZMn13R2p06dUrmOHTvWdC7Uw84775zO9u/fP5W7/vrrU7lzzz03lTv00ENTuYj8uZXd4/nnn5+enbXrrrvWfE14K9lmm21Suc997nOp3Omnn57KDRgwIJWLiNhkk9y1nHe9612p3Jw5c9Kzs7p27ZrKbbHFFjWfTctyZREAAICCsggAAEBBWQQAAKCgLAIAAFBQFgEAACgoiwAAABSURQAAAArKIgAAAAVlEQAAgIKyCAAAQKFSrVZbcl6LDiPisssuS+VGjx5d07mNjY3p7IgRI1K57PfqtGnT0rObmprS2YyDDz44lZs+fXpN55JSWeO+s6iFjR8/PpU79dRTm3cjrVTPnj1TuUceeSSV69at24Zsh+blLGoDFi9enModddRRqdyNN964IdtpdebMmZPKvfvd727mnbABKm8ecWURAACAtVAWAQAAKCiLAAAAFJRFAAAACsoiAAAABWURAACAgrIIAABAQVkEAACgoCwCAABQqFSr1Zac16LDiFiyZEkqN3To0FTu/vvvT+WamppSuXWR/V6tVCrpNRsbG1O5QYMGpXI/+tGPUrmtt946laOm1vzGcBa1sJUrV6Zyl112WSp3/fXXp3KzZs1K5ZrD8OHD09lLL700levatev6bofWw1m0EcmebV/72tfSa95www2p3KJFi1K5Hj16pGdPnz49lXvf+96XyrVr1y49mxaXesHsyiIAAAAFZREAAICCsggAAEBBWQQAAKCgLAIAAFBQFgEAACgoiwAAABSURQAAAArKIgAAAIVKtVptyXktOozamzlzZio3Z86c9JqnnnpqKpf9Xh0/fnx69q677prKDRkyJL0mrVZljfvOIqBenEVAa1B584griwAAAKyFsggAAEBBWQQAAKCgLAIAAFBQFgEAACgoiwAAABSURQAAAArKIgAAAAVlEQAAgEKlWq225LwWHQawhsoa951FQL04i4DWoPLmEVcWAQAAWAtlEQAAgIKyCAAAQEFZBAAAoKAsAgAAUFAWAQAAKCiLAAAAFJRFAAAACsoiAAAABWURAACAgrIIAABAQVkEAACgoCwCAABQUBYBAAAoKIsAAAAUlEUAAAAKyiIAAAAFZREAAICCsggAAEBBWQQAAKBQqVarLT2zxQe2sEq9NwCkOIuA1sBZBLRariwCAABQaKj3BiIirrjiirjllltik002iU022SROPvnk6N+/f7PNGzVqVBx//PGx8847p7/muuuui+uuuy4aGhriAx/4QBx77LHNtj+gPlr7WfT1r389Fi5cGBERL774YnTu3DmuvfbaZtsfUB+t/Sx67LHHYsKECdHU1BTt2rWLMWPGxC677NJs+wPqp+5lce7cuTFr1qy45pprorGxMZYvXx6vvPJKvbf1OrNnz45f/vKXMXXq1GhsbIznnnuu3lsCaqwtnEXf/va3V98/77zzolOnTnXcDdAc2sJZdMEFF8SoUaNizz33jHvuuScuuOCCmDhxYr23BTSDli6Lxfvyly5dGl26dInGxsaIiOjSpcvqz02aNClmzZoVK1asiIEDB8bJJ58clUolRo0aFf369YtHH300li1bFqeddlpceeWV8fjjj8d+++0Xo0ePjkWLFsUxxxwT/fv3j/nz50efPn3itNNOi/bt279u/r333huXXXZZNDU1xbbbbhvjxo2Ljh07vi5z/fXXxxFHHLF6j926dVunxwi0Cmv+3UybPItWb75ajdtvvz0uvfTSN3q8ziJondr8WVSpVOKll16KiIiXXnopttpqqzd6vM4iaJ1Sf09c979ZHDx4cCxZsiQOPvjgOPPMM2POnDmrPzdixIj4wQ9+ENOmTYuVK1fGrFmzVn+uoaEhJk2aFMOGDYsTTjghTjrppLjuuuti5syZ8fzzz0dExMKFC+Pggw+OqVOnRqdOnWL69Omvm718+fK4/PLL4+KLL44pU6bEzjvvHFOmTCn2+PTTT8f9998fhx9+eIwaNSrmzZvXTM8GUC9t4Sz6p/vvvz+23HLL6NOnT42fBaDe2sJZdOKJJ8YFF1wQBx54YJx//vlx9NFHN9OzAdRb3ctix44d45prromxY8dG165dY8yYMTFjxoyI+MfbPw8//PAYMWJE3HfffbFgwYLVX7f33ntHRETfvn1jxx13jO7du0djY2P07t07lixZEhERPXr0iIEDB0ZExAEHHBAPPPDA62Y/9NBDsWDBgjjyyCNj5MiRMXPmzHj22WeLPa5atSpeeOGFmDx5chx33HExZsyYqMN/RRZoRm3hLPqnW2+9Nfbff/+aPn6gdWgLZ9H1118fJ554Yvz0pz+NE044IU4//fRmeS6A+qv73yxGRGyyySYxaNCgGDRoUPTt2zdmzpwZ+++/f5x55plx9dVXR48ePWLixInR1NS0+ms23XTT1V/7z7dqRPzjrRGrVq1afX9N//pxtVqNPfbYIyZMmPCG++vRo0f813/9V1Qqldhll12iUqnE8uXLo2vX/6+d+4+1uq7/AP7+GAQSaNSFsiYq1iasH64schrq0hq3HwhZhgr9cFgj1i+EIZdmqVGTHHPOlrqczWttDLi06xY2N9GilYhLbLvgcgucTX6kLcblgnDP94/2bdAL9XXvPZxzrj4ef13Gc+/X+9x7ePN53veF8UN63UBrafWzqJRSjhw5Uh555JHS2dk56NcJtLZWP4sefPDBcv3115dSSrn00kuVRXgda/rN4o4dO8rOnTv/++vt27eX0047rRw8eLCU8p+f1e/t7S0PP/zwgNd+4YUXytatW0sp//lO/LnnnnvM77///e8vTz31VHnuuedKKaX09fUds5f/d/HFF5fNmzeXUv7zI6kvv/zyMf+GABj+hsNZVEopf/7zn8uZZ55ZJk6cOOB9AK1vOJxFEyZM+O+Px27evNmPxMPrWNNvFnt7e8vKlSvLvn37ypve9KZy+umnl46OjjJu3Lhy+eWXlyuvvLK8613vGtR/yXzWWWeVBx98sKxYsaJMmjSpXHHFFcf8/vjx48sPfvCD0tHR8d/vzi1YsCAcep/73OfKTTfdVL74xS+WkSNHlh/+8Ifhu3HA8DYczqJSSvnd737nR1DhdWw4nEXLly8vP/3pT8uRI0fKm9/85tLR0TH4Fwy0tKrB//auYcP+8Y9/lO985ztl9erVjRoJtLZX/R8ITxRnEfA/nEVAKxge/xsqAAAAred1e7MI8D+a8t18gP/hLAJagZtFAAAABkdZBAAAIFAWAQAACJRFAAAAAmURAACAQFkEAAAgUBYBAAAIlEUAAAACZREAAIBAWQQAACBQFgEAAAiURQAAAAJlEQAAgEBZBAAAIFAWAQAACJRFAAAAAmURAACAQFkEAAAgUBYBAAAIlEUAAAACZREAAIBAWQQAACBQFgEAAAiURQAAAAJlEQAAgEBZBAAAIFAWAQAACJRFAAAAAmURAACAQFkEAAAgUBYBAAAIRjR7AwDQCn7729+mcuPHj0/ldu3alZ49b968VG7mzJmp3D333JPKjRo1KpUDjm/Hjh2p3JEjR9Jrrlu3LpV7/vnnU7mNGzemZz/11FPpbMall16aymVfcymljB07drDbYRDcLAIAABAoiwAAAATKIgAAAIGyCAAAQKAsAgAAECiLAAAABMoiAAAAgbIIAABAoCwCAAAQVLVarZHzGjqM5tmzZ086O3369FRu+/btqdxA3tNTpkxJ5WbPnp3KLVu2LJUbM2ZMKkddVUd97CxqUYcPH07lDh06lMo988wz6dkLFy5M5TZt2pRes1luvfXWVG7x4sUneCcch7NoGFiyZEkqd8cdd6Ry2TPrRBjIc1FVVa8dOgHmzJmTznZ2dp7AnbyhpL7YbhYBAAAIlEUAAAACZREAAIBAWQQAACBQFgEAAAiURQAAAAJlEQAAgEBZBAAAIFAWAQAACJRFAAAAgqpWqzVyXkOHUX979uxJ5RYtWpRes7OzM5WrqiqVG8h7ut5rzpo1K5Vbu3ZtKkddHf3FdhY12BNPPJHKbdu2LZX76le/msodPnw4lWu2008/PZXr6+tL5fbt25fKDeQsam9vT2d5Vc6iJtq6dWsqd8EFF6Ryvb29Q9lOQ4wbNy6dvfLKK+s6+8CBA6nc3/72t/Saf/zjHwe7HY6Vegh2swgAAECgLAIAABAoiwAAAATKIgAAAIGyCAAAQKAsAgAAECiLAAAABMoiAAAAgbIIAABAMKLZG2B42bJlSyrX2dmZXrNWq6VyHR0dqdxll12Wnr1t27ZU7oEHHkjlurq6Urk9e/akcqWUMmHChHQW6qG/vz+VW7lyZXrNG2+8MZU79dRTU7nDhw+nZ2e97W1vS+W+8IUvpHKLFy9Oz86+7q997WupXHd3dyp3zz33pHKllNLe3p7OQqu67bbbUrne3t66zj3llFPS2auvvjqVW758eSqXPV9KKeXkk09OZzOyz3gHDx6s61zqx80iAAAAgbIIAABAoCwCAAAQKIsAAAAEyiIAAACBsggAAECgLAIAABAoiwAAAATKIgAAAMGIZm+A4eXLX/5yKldVVXrNWbNmpXI33HBDKjdmzJj07OnTp6dyZ5xxRirX3t6eynV1daVypZRy3XXXpbNQD/v27UvlVq1alV7z4MGDqdzu3bvTa2Zkz6xSSrn33ntTuZNOqv/3Wf/1r3+lct3d3ancqFGjUrmrr746lYPXi5dffrmu62X/rG3ZsiW95uTJkwe7nZaTfR4cyNfl8OHDqdzYsWPTa/LK3CwCAAAQKIsAAAAEyiIAAACBsggAAECgLAIAABAoiwAAAATKIgAAAIGyCAAAQKAsAgAAECiLAAAABCOavQFaw913353K7d69O5Wrqio9e+3atelss7S1taVytVrtBO8ETrxRo0alcqeddlp6zV27dg12O0PS39+fzg7k3Kq3l156KZU788wzU7m+vr5U7oorrkjlgOM7fPhwKrdu3br0mtdff/1gt9Ny/vSnP6Vy1113XXrNyy67LJW77bbb0mvyytwsAgAAECiLAAAABMoiAAAAgbIIAABAoCwCAAAQKIsAAAAEyiIAAACBsggAAECgLAIAABCMaPYGaA3btm1L5aqqSuU+//nPD2U7LaenpyeVy35+oJWNHj06lbvqqqvSa/b19aVy2bMo6/77709nf/GLX6RyI0eOTOVWrlyZnn3jjTemcgcOHEjlrrnmmvRseCOZNm1aKrd+/fpU7uDBg6lcR0dHKldKKbVaLZVbtGhRKnfSSfm7oexZvWTJklTuvvvuq+vcUkq5884701mGzs0iAAAAgbIIAABAoCwCAAAQKIsAAAAEyiIAAACBsggAAECgLAIAABAoiwAAAATKIgAAAMGIZm+A1vD73/8+lavVaqnczJkzh7Kdhunp6UnlfvSjH6Vy2c/Pxz/+8VQOWtnixYvT2fPPPz+Vu/baa1O5Z555Jj07K3tu3X333ancpk2b0rMPHDiQyl1yySWp3C9/+cv0bHgj+fa3v53KfeYzn0nlrrrqqlTuiSeeSOVKKWXp0qWpXH9/fyp3wQUXpGfPnTs3ldu5c2d6zYxPf/rT6axnqMZyswgAAECgLAIAABAoiwAAAATKIgAAAIGyCAAAQKAsAgAAECiLAAAABMoiAAAAgbIIAABAUNVqtUbOa+gwSunp6UnlPvrRj6ZyY8aMSeU2b96cypVSyqRJk9LZjOxrLiX/uvfv35/KTZ06NZX761//mspRV9VRHzuLWlR3d3cqd++996Zy69evH8p2jusDH/hAKrd169a6z77jjjtSuYULF9Z9NnXjLHod6evrS+Xa29vTaz766KOD3c5xDeRZv6qq1w4NwLXXXpvK3Xzzzek13/GOdwx2Oxwr9cV2swgAAECgLAIAABAoiwAAAATKIgAAALuzV/UAAAodSURBVIGyCAAAQKAsAgAAECiLAAAABMoiAAAAgbIIAABAoCwCAAAQjGj2BjixNmzYkMrt378/lTv55JOHsp2G6OjoSGezr7tWq6VyS5cuTc8Gos9+9rOp3IUXXpjKnXXWWenZq1atSuW2bt2aXjNrxowZqdyCBQvqPhsYvNGjR6dyDzzwQHrN888/P5V77rnn0mvW2/ve975UbsWKFalcW1vbULbDCeRmEQAAgEBZBAAAIFAWAQAACJRFAAAAAmURAACAQFkEAAAgUBYBAAAIlEUAAAACZREAAIBgRLM3wIk1derUVK6qqlRu7969qdx3v/vdVK6UUn7+85+ncvPmzUvlHnroofTs7OsGWsv48eNTuVtvvTW95u23357K9ff3p9fMOuecc1K5k07yPV5oJWvWrEnlbrrppvSaO3fuHOx2jqtWq9V1vYGseSJm01j+1gEAACBQFgEAAAiURQAAAAJlEQAAgEBZBAAAIFAWAQAACJRFAAAAAmURAACAQFkEAAAgqGq1WiPnNXQYeTNmzEjlNmzYkMpVVZWenX0PZtccyHt69uzZqdy6detSuewe+/v7Uznq6ugvjrNomOvt7U3lPvaxj6XXfPrppwe7nSF7y1veksr9/e9/T+Xa2tqGsBtOMGfRMPDYY4+lcp/61KdSuUOHDg1lO0Pyve99L529//77U7k9e/akcl//+tdTuZ/97GepHHWVemh1swgAAECgLAIAABAoiwAAAATKIgAAAIGyCAAAQKAsAgAAECiLAAAABMoiAAAAgbIIAABAoCwCAAAQjGj2BmgNy5YtS+V27NiRym3fvn0o2zmuqqpSuY6OjvSaN9xwQyo3derUVG7FihWp3C233JLKlVLK8uXL01kY7g4dOpTKZf+sPf3000PZznGdcsopqdzkyZPTa/7lL39J5RYsWJDKrV69Oj0biJ5//vlULntmnQjXXHNNKrdy5cr0mgsXLkzlPvnJT6Zyv/71r1O5RYsWpXKllHL22Wenswydm0UAAAACZREAAIBAWQQAACBQFgEAAAiURQAAAAJlEQAAgEBZBAAAIFAWAQAACJRFAAAAgqpWqzVyXkOHUX+rVq1K5RYtWpReM/se3LJlSyr3oQ99KD07Kzv7Ix/5SCr34Q9/OD178+bN6SyvqjrqY2dRgx04cCCVu/nmm1O5H//4x0PZznGNGzculXvyySdTube+9a3p2e3t7anczp07U7kNGzakcueee24qR105i4aBb33rW6ncnXfeWffZU6ZMSeU2btyYyrW1tQ1hN8d33333pXLz589P5c4777z07MceeyyVGzlyZHrNN6jqtSNuFgEAADgOZREAAIBAWQQAACBQFgEAAAiURQAAAAJlEQAAgEBZBAAAIFAWAQAACJRFAAAAghHN3gDDy09+8pNUrqqq9JqzZs1K5c4555z0ms2Sfd179+5Nr5nNtrW1pdeEeujr60tn582bl8qtWbNmsNsZsq6urlTuPe95T91nf+UrX0nlvvnNb6Zy3//+91O57u7uVA7eaDZv3ty02QsXLkzlmvn3fvbMWrFiRSr3+OOPp2c/+eSTqdy0adPSa/LK3CwCAAAQKIsAAAAEyiIAAACBsggAAECgLAIAABAoiwAAAATKIgAAAIGyCAAAQKAsAgAAEIxo9gYYXnbv3p3KVVWVXnPt2rWD3U7LqdVqqVxbW1t6zYFkoZEefvjhdHbNmjV1nT127NhU7vbbb0+veckllwx2O0M2f/78VO5Xv/pVKveHP/whlXvhhRdSuVJKeec735nOAsc69dRT09kLL7zwBO6ksT74wQ+mcs8++2x6zdWrV6dy06ZNS6/JK3OzCAAAQKAsAgAAECiLAAAABMoiAAAAgbIIAABAoCwCAAAQKIsAAAAEyiIAAACBsggAAECgLAIAABCMaPYGaA09PT2pXFVVdc0NF/X+/EyZMmUo24GWsH379qbNnjBhQio3ffr09JrNPLdGjhyZyi1ZsiSVmzlzZir3yCOPpHKllDJnzpx0Foa7+fPnp3KPP/54Kjd69Oj07FGjRqVyvb29qVx/f396dtayZctSufXr19d99osvvlj3NXllbhYBAAAIlEUAAAACZREAAIBAWQQAACBQFgEAAAiURQAAAAJlEQAAgEBZBAAAIFAWAQAACKpardbIeQ0dRt5dd92Vyn3jG99I5aqqSs/u7+9PZzP279+fzs6dOzeV6+rqSuUmTpyYyu3atSuVo66OflM6i+rgn//8Zzr73ve+N5V76aWXBrudIbvoootSuYGcb/X24osvpnJbt25N5S6//PL07Ow5yGtyFg0Dzz77bCp33nnnpXL//ve/07MnTZqUymXPy4HMbtb5Nnny5HR206ZNqVz2mewNLPXFdrMIAABAoCwCAAAQKIsAAAAEyiIAAACBsggAAECgLAIAABAoiwAAAATKIgAAAIGyCAAAQDCi2RugNVRV1ZRcKaX09PSksxkdHR3p7G9+85tUbsqUKanchg0b0rNhuHv729+ezl588cWpXFdX1yB3M3SPPvpo02YDreXss89O5ebMmZPK3XXXXenZO3fuTGdbXfb5aSDPbhMnThzsdhgEN4sAAAAEyiIAAACBsggAAECgLAIAABAoiwAAAATKIgAAAIGyCAAAQKAsAgAAECiLAAAABMoiAAAAQVWr1Ro5r6HDyOvp6UnlLrroolRu79696dnZ92BVVXVdr5RSZs+encrdcsstqdyUKVPSs2m4o99AzqIG6+zsTOXmzp17gncyvL373e9O5WbMmJHKfelLX0rP/sQnPpHO8qqcRa8jGzduTOXGjh2bXjP7zNHd3Z3KDeS56IwzzkjlZs2alcotW7YslWtra0vlqKvUg7WbRQAAAAJlEQAAgEBZBAAAIFAWAQAACJRFAAAAAmURAACAQFkEAAAgUBYBAAAIlEUAAACCqlarNXJeQ4dRfw899FAq197enl4z+x6cOnVqKrd06dL07NmzZ6dyY8aMSa9Jy6qO+thZBDSLswhoBdVrR9wsAgAAcBzKIgAAAIGyCAAAQKAsAgAAECiLAAAABMoiAAAAgbIIAABAoCwCAAAQKIsAAAAEVa1Wa+S8hg4DOEp11MfOIqBZnEVAK6heO+JmEQAAgONQFgEAAAiURQAAAAJlEQAAgEBZBAAAIFAWAQAACJRFAAAAAmURAACAQFkEAAAgUBYBAAAIlEUAAAACZREAAIBAWQQAACBQFgEAAAiURQAAAAJlEQAAgEBZBAAAIFAWAQAACJRFAAAAAmURAACAQFkEAAAgUBYBAAAIlEUAAAACZREAAIBAWQQAACBQFgEAAAiURQAAAAJlEQAAgEBZBAAAIFAWAQAACKpardbsPQAAANBi3CwCAAAQKIsAAAAEyiIAAACBsggAAECgLAIAABAoiwAAAATKIgAAAIGyCAAAQKAsAgAAECiLAAAABP8H2oapJ6J9m/oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f55eef02550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_images = 9; im_sqrt = int(np.sqrt(n_images)); label = 8\n",
    "\n",
    "data = p.load(open(os.path.join('..', '..', 'data', 'test.p'), 'rb'))\n",
    "\n",
    "images = []\n",
    "for _ in range(n_images):\n",
    "    idx = 0\n",
    "    while len(images) < n_images:\n",
    "        if data['y'][idx] == label:\n",
    "            images.append(data['X'][idx])\n",
    "            idx += 1\n",
    "        else:\n",
    "            idx += 1\n",
    "\n",
    "fig = plt.figure(1, figsize=(16, 16))\n",
    "grid = ImageGrid(fig, 111, nrows_ncols=(im_sqrt, im_sqrt), axes_pad=0.05)\n",
    "for idx in range(len(images)):\n",
    "    ax = grid[idx]\n",
    "    ax.matshow(images[idx].reshape([28, 28]), cmap='binary')\n",
    "    ax.axis('off')\n",
    "    ax.text(0, 0, 'Sample %d' % idx, color='k', backgroundcolor='w', alpha=0.8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we build the network. We can choose the number of `iterations` (number of times a different input is _presented_ to the network), the number of `timesteps` per iteration, and `n_inpt` and `n_excitatory` are as described above.\n",
    "\n",
    "Input to non-input weights are initialized from a $\\textrm{Uniform} (0, 0.1)$ distribution, the default behavior for the `spiketorch.synapses.STDPSynapses` object. After each iteration, synapse weights are collectively _normalized_ so that they grow too much; the amount of weight allotted to the synapses is described by the `norm` parameter passed into the `STDPSynapses` constructor. This parameter also implicitly controls the upper bound of the aforementioned uniform distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "iterations = 100; iter_sqrt = int(np.sqrt(iterations));  # Iterations of learning episodes\n",
    "timesteps = 100  # No. of simulation timesteps\n",
    "n_inpt = 784  # No. of input neurons (same as input dimensionality)\n",
    "n_excitatory = 1  # No. of non-input neurons\n",
    "\n",
    "network = Network(dt=1)  # timestep of 1ms\n",
    "\n",
    "image = data['X'][1]\n",
    "\n",
    "# Neuron groups (use synaptic traces to perform STDP).\n",
    "network.add_group(InputGroup(n_inpt, traces=True), 'input')\n",
    "network.add_group(LIFGroup(n_excitatory, traces=True), 'population')\n",
    "\n",
    "# Synaptic connections (STDPSynapses have modifiable weights).\n",
    "network.add_synapses(STDPSynapses(network.groups['input'],\n",
    "    network.groups['population'], norm=100.0), source='input', target='population')\n",
    "\n",
    "# Run the network for `iterations`, each with `timesteps`.\n",
    "weights = []\n",
    "for idx in range(iterations):\n",
    "    # Use handwritten digit images for input.\n",
    "    inpt = np.zeros([timesteps, n_inpt])\n",
    "    image = images[idx % n_images].ravel() / 255.0\n",
    "    \n",
    "    for idx in range(n_inpt):\n",
    "        inpt[:, idx] = np.random.binomial(1, image[idx], size=[timesteps])\n",
    "\n",
    "    inpt = torch.from_numpy(inpt)\n",
    "    inpts = {'input' : inpt}\n",
    "    \n",
    "    # Simulate network for `timesteps`\n",
    "    network.run(mode='train', inpts=inpts, time=timesteps)\n",
    "    weights.append(network.synapses[('input', 'population')].get_weights().numpy())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is a visualizaton of the progression of the single non-input neuron's incoming synapse weights over the `n_iterations` of training. As you can see, the weights at initialization are small and seemingly random; however, after a few training iterations, the neuron quickly adapts its filter to capture the essence of the learned digit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f55eeecb208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1, figsize=(16, 16))\n",
    "grid = ImageGrid(fig, 111, nrows_ncols=(iter_sqrt, iter_sqrt), axes_pad=0.05)\n",
    "for idx in range(len(weights)):\n",
    "    ax = grid[idx]\n",
    "    ax.matshow(weights[idx].reshape([28, 28]), cmap='hot_r', vmin=0, vmax=1)\n",
    "    ax.axis('off')\n",
    "    \n",
    "    ax.text(0, 0, 'Iteration %d' % idx, color='k', backgroundcolor='w', alpha=0.8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What is the __best__ representation learned from training on the `n_images` digit examples? This is a rather subjective question, and so, rather than answering it definitively, I'll provide a simple (likely inadequate) answer: the one with the least [__entropy__](https://en.wikipedia.org/wiki/Entropy_(information_theory))!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f55eb24ddd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "best_idx = np.argmin([entropy(weight) for weight in weights])\n",
    "best = weights[best_idx].reshape([28, 28])\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "im = ax.matshow(best, vmin=0, vmax=1, cmap='hot_r')\n",
    "plt.colorbar(im); plt.title('Filter with lowest sample entropy (Iteration %d)' % best_idx);\n",
    "plt.xticks(()); plt.yticks(()); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More examples!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f55eb1eafd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_images = 9; im_sqrt = int(np.sqrt(n_images)); label = 0\n",
    "\n",
    "images = []\n",
    "for _ in range(n_images):\n",
    "    idx = 0\n",
    "    while len(images) < n_images:\n",
    "        if data['y'][idx] == label:\n",
    "            images.append(data['X'][idx])\n",
    "            idx += 1\n",
    "        else:\n",
    "            idx += 1\n",
    "\n",
    "fig = plt.figure(1, figsize=(16, 16))\n",
    "grid = ImageGrid(fig, 111, nrows_ncols=(im_sqrt, im_sqrt), axes_pad=0.05)\n",
    "for idx in range(len(images)):\n",
    "    ax = grid[idx]\n",
    "    ax.matshow(images[idx].reshape([28, 28]), cmap='binary')\n",
    "    ax.axis('off')\n",
    "    ax.text(0, 0, 'Sample %d' % idx, color='k', backgroundcolor='w', alpha=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "iterations = 100; iter_sqrt = int(np.sqrt(iterations));  # Iterations of learning episodes\n",
    "timesteps = 100  # No. of simulation timesteps\n",
    "n_inpt = 784  # No. of input neurons (same as input dimensionality)\n",
    "n_excitatory = 1  # No. of non-input neurons\n",
    "\n",
    "network = Network(dt=1)  # timestep of 1ms\n",
    "\n",
    "image = data['X'][1]\n",
    "\n",
    "# Neuron groups (use synaptic traces to perform STDP).\n",
    "network.add_group(InputGroup(n_inpt, traces=True), 'input')\n",
    "network.add_group(LIFGroup(n_excitatory, traces=True), 'population')\n",
    "\n",
    "# Synaptic connections (STDPSynapses have modifiable weights).\n",
    "network.add_synapses(STDPSynapses(network.groups['input'],\n",
    "    network.groups['population'], norm=100.0), source='input', target='population')\n",
    "\n",
    "# Run the network for `iterations`, each with `timesteps`.\n",
    "weights = []\n",
    "for idx in range(iterations):\n",
    "    # Use handwritten digit images for input.\n",
    "    inpt = np.zeros([timesteps, n_inpt])\n",
    "    image = images[idx % n_images].ravel() / 255.0\n",
    "    \n",
    "    for idx in range(n_inpt):\n",
    "        inpt[:, idx] = np.random.binomial(1, image[idx], size=[timesteps])\n",
    "\n",
    "    inpt = torch.from_numpy(inpt)\n",
    "    inpts = {'input' : inpt}\n",
    "    \n",
    "    # Simulate network for `timesteps`\n",
    "    network.run(mode='train', inpts=inpts, time=timesteps)\n",
    "    weights.append(network.synapses[('input', 'population')].get_weights().numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f55eb2c5438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1, figsize=(16, 16))\n",
    "grid = ImageGrid(fig, 111, nrows_ncols=(iter_sqrt, iter_sqrt), axes_pad=0.05)\n",
    "for idx in range(len(weights)):\n",
    "    ax = grid[idx]\n",
    "    ax.matshow(weights[idx].reshape([28, 28]), cmap='hot_r', vmin=0, vmax=1)\n",
    "    ax.axis('off')\n",
    "    \n",
    "    ax.text(0, 0, 'Iteration %d' % idx, color='k', backgroundcolor='w', alpha=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f55ed6dc208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_images = 9; im_sqrt = int(np.sqrt(n_images)); label = 5\n",
    "\n",
    "images = []\n",
    "for _ in range(n_images):\n",
    "    idx = 0\n",
    "    while len(images) < n_images:\n",
    "        if data['y'][idx] == label:\n",
    "            images.append(data['X'][idx])\n",
    "            idx += 1\n",
    "        else:\n",
    "            idx += 1\n",
    "\n",
    "fig = plt.figure(1, figsize=(16, 16))\n",
    "grid = ImageGrid(fig, 111, nrows_ncols=(im_sqrt, im_sqrt), axes_pad=0.05)\n",
    "for idx in range(len(images)):\n",
    "    ax = grid[idx]\n",
    "    ax.matshow(images[idx].reshape([28, 28]), cmap='binary')\n",
    "    ax.axis('off')\n",
    "    ax.text(0, 0, 'Sample %d' % idx, color='k', backgroundcolor='w', alpha=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "iterations = 100; iter_sqrt = int(np.sqrt(iterations));  # Iterations of learning episodes\n",
    "timesteps = 100  # No. of simulation timesteps\n",
    "n_inpt = 784  # No. of input neurons (same as input dimensionality)\n",
    "n_excitatory = 1  # No. of non-input neurons\n",
    "\n",
    "network = Network(dt=1)  # timestep of 1ms\n",
    "\n",
    "image = data['X'][1]\n",
    "\n",
    "# Neuron groups (use synaptic traces to perform STDP).\n",
    "network.add_group(InputGroup(n_inpt, traces=True), 'input')\n",
    "network.add_group(LIFGroup(n_excitatory, traces=True), 'population')\n",
    "\n",
    "# Synaptic connections (STDPSynapses have modifiable weights).\n",
    "network.add_synapses(STDPSynapses(network.groups['input'],\n",
    "    network.groups['population'], norm=100.0), source='input', target='population')\n",
    "\n",
    "# Run the network for `iterations`, each with `timesteps`.\n",
    "weights = []\n",
    "for idx in range(iterations):\n",
    "    # Use handwritten digit images for input.\n",
    "    inpt = np.zeros([timesteps, n_inpt])\n",
    "    image = images[idx % n_images].ravel() / 255.0\n",
    "    \n",
    "    for idx in range(n_inpt):\n",
    "        inpt[:, idx] = np.random.binomial(1, image[idx], size=[timesteps])\n",
    "\n",
    "    inpt = torch.from_numpy(inpt)\n",
    "    inpts = {'input' : inpt}\n",
    "    \n",
    "    # Simulate network for `timesteps`\n",
    "    network.run(mode='train', inpts=inpts, time=timesteps)\n",
    "    weights.append(network.synapses[('input', 'population')].get_weights().numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f55e9803470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1, figsize=(16, 16))\n",
    "grid = ImageGrid(fig, 111, nrows_ncols=(iter_sqrt, iter_sqrt), axes_pad=0.05)\n",
    "for idx in range(len(weights)):\n",
    "    ax = grid[idx]\n",
    "    ax.matshow(weights[idx].reshape([28, 28]), cmap='hot_r', vmin=0, vmax=1)\n",
    "    ax.axis('off')\n",
    "    \n",
    "    ax.text(0, 0, 'Iteration %d' % idx, color='k', backgroundcolor='w', alpha=0.8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To learn more about machine learning with spiking neural networks, check out my [`spiketorch` replication code](https://github.com/djsaunde/spiketorch/blob/master/examples/eth.py) for the architecture described in [Unsupervised learning of digit recognition using spike-timing-dependent plasticity](https://www.frontiersin.org/articles/10.3389/fncom.2015.00099/full#). Also, there are other network experimentation scripts in the [examples directory](https://github.com/djsaunde/spiketorch/blob/master/examples), the efforts of on-going research in the BINDS lab."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
